This article raises two difficulties that certain approaches to causation have with would‐cause counterfactuals. First, there is a problem with David Lewis’s semantics of counterfactuals when we ‘suppose in’ some positive event of a certain kind. And, second, there is a problem with embedded counterfactuals. I show that causal‐modeling approaches do not have these problems. †To contact the author, please write to: Philosophy, University of Queensland, Brisbane, Queensland 4072, Australia; e‐mail: p.dowe@uq.edu.au.